Predicting suitable coastal habitat for sei whales, southern right whales and dolphins around the Falkland Islands.

Species distribution models (SDMs) are valuable tools for describing the occurrence of species and predicting suitable habitats. This study used generalized additive models (GAMs) and MaxEnt models to predict the relative densities of four cetacean species (sei whale Balaeanoptera borealis, southern...

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Published in:PLOS ONE
Main Authors: Mick Baines, Caroline R Weir
Format: Article in Journal/Newspaper
Language:English
Published: Public Library of Science (PLoS) 2020
Subjects:
R
Q
Gam
Online Access:https://doi.org/10.1371/journal.pone.0244068
https://doaj.org/article/f0594450115a48ecbbb69722b2e2f983
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spelling ftdoajarticles:oai:doaj.org/article:f0594450115a48ecbbb69722b2e2f983 2023-05-15T15:37:15+02:00 Predicting suitable coastal habitat for sei whales, southern right whales and dolphins around the Falkland Islands. Mick Baines Caroline R Weir 2020-01-01T00:00:00Z https://doi.org/10.1371/journal.pone.0244068 https://doaj.org/article/f0594450115a48ecbbb69722b2e2f983 EN eng Public Library of Science (PLoS) https://doi.org/10.1371/journal.pone.0244068 https://doaj.org/toc/1932-6203 1932-6203 doi:10.1371/journal.pone.0244068 https://doaj.org/article/f0594450115a48ecbbb69722b2e2f983 PLoS ONE, Vol 15, Iss 12, p e0244068 (2020) Medicine R Science Q article 2020 ftdoajarticles https://doi.org/10.1371/journal.pone.0244068 2022-12-31T05:47:26Z Species distribution models (SDMs) are valuable tools for describing the occurrence of species and predicting suitable habitats. This study used generalized additive models (GAMs) and MaxEnt models to predict the relative densities of four cetacean species (sei whale Balaeanoptera borealis, southern right whale Eubalaena australis, Peale's dolphin Lagenorhynchus australis, and Commerson's dolphin Cephalorhynchus commersonii) in neritic waters (≤100 m depth) around the Falkland Islands, using boat survey data collected over three seasons (2017-2019). The model predictor variables (PVs) included remotely sensed environmental variables (sea surface temperature, SST, and chlorophyll-a concentration) and static geographical variables (e.g. water depth, distance to shore, slope). The GAM results explained 35 to 41% of the total deviance for sei whale, combined sei whales and unidentified large baleen whales, and Commerson's dolphins, but only 17% of the deviance for Peale's dolphins. The MaxEnt models for all species had low to moderate discriminatory power. The relative density of sei whales increased with SST in both models, and their predicted distribution was widespread across the inner shelf which is consistent with the use of Falklands' waters as a coastal summer feeding ground. Peale's dolphins and Commerson's dolphins were largely sympatric across the study area. However, the relative densities of Commerson's dolphins were generally predicted to be higher in nearshore, semi-enclosed, waters compared with Peale's dolphins, suggesting some habitat partitioning. The models for southern right whales performed poorly and the results were not considered meaningful, perhaps due to this species exhibiting fewer strong habitat preferences around the Falklands. The modelling results are applicable to marine spatial planning to identify where the occurrence of cetacean species and anthropogenic activities may most overlap. Additionally, the results can inform the process of delineating a potential Key Biodiversity Area ... Article in Journal/Newspaper baleen whales Sei Whale Southern Right Whale Directory of Open Access Journals: DOAJ Articles Gam ENVELOPE(-57.955,-57.955,-61.923,-61.923) PLOS ONE 15 12 e0244068
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Mick Baines
Caroline R Weir
Predicting suitable coastal habitat for sei whales, southern right whales and dolphins around the Falkland Islands.
topic_facet Medicine
R
Science
Q
description Species distribution models (SDMs) are valuable tools for describing the occurrence of species and predicting suitable habitats. This study used generalized additive models (GAMs) and MaxEnt models to predict the relative densities of four cetacean species (sei whale Balaeanoptera borealis, southern right whale Eubalaena australis, Peale's dolphin Lagenorhynchus australis, and Commerson's dolphin Cephalorhynchus commersonii) in neritic waters (≤100 m depth) around the Falkland Islands, using boat survey data collected over three seasons (2017-2019). The model predictor variables (PVs) included remotely sensed environmental variables (sea surface temperature, SST, and chlorophyll-a concentration) and static geographical variables (e.g. water depth, distance to shore, slope). The GAM results explained 35 to 41% of the total deviance for sei whale, combined sei whales and unidentified large baleen whales, and Commerson's dolphins, but only 17% of the deviance for Peale's dolphins. The MaxEnt models for all species had low to moderate discriminatory power. The relative density of sei whales increased with SST in both models, and their predicted distribution was widespread across the inner shelf which is consistent with the use of Falklands' waters as a coastal summer feeding ground. Peale's dolphins and Commerson's dolphins were largely sympatric across the study area. However, the relative densities of Commerson's dolphins were generally predicted to be higher in nearshore, semi-enclosed, waters compared with Peale's dolphins, suggesting some habitat partitioning. The models for southern right whales performed poorly and the results were not considered meaningful, perhaps due to this species exhibiting fewer strong habitat preferences around the Falklands. The modelling results are applicable to marine spatial planning to identify where the occurrence of cetacean species and anthropogenic activities may most overlap. Additionally, the results can inform the process of delineating a potential Key Biodiversity Area ...
format Article in Journal/Newspaper
author Mick Baines
Caroline R Weir
author_facet Mick Baines
Caroline R Weir
author_sort Mick Baines
title Predicting suitable coastal habitat for sei whales, southern right whales and dolphins around the Falkland Islands.
title_short Predicting suitable coastal habitat for sei whales, southern right whales and dolphins around the Falkland Islands.
title_full Predicting suitable coastal habitat for sei whales, southern right whales and dolphins around the Falkland Islands.
title_fullStr Predicting suitable coastal habitat for sei whales, southern right whales and dolphins around the Falkland Islands.
title_full_unstemmed Predicting suitable coastal habitat for sei whales, southern right whales and dolphins around the Falkland Islands.
title_sort predicting suitable coastal habitat for sei whales, southern right whales and dolphins around the falkland islands.
publisher Public Library of Science (PLoS)
publishDate 2020
url https://doi.org/10.1371/journal.pone.0244068
https://doaj.org/article/f0594450115a48ecbbb69722b2e2f983
long_lat ENVELOPE(-57.955,-57.955,-61.923,-61.923)
geographic Gam
geographic_facet Gam
genre baleen whales
Sei Whale
Southern Right Whale
genre_facet baleen whales
Sei Whale
Southern Right Whale
op_source PLoS ONE, Vol 15, Iss 12, p e0244068 (2020)
op_relation https://doi.org/10.1371/journal.pone.0244068
https://doaj.org/toc/1932-6203
1932-6203
doi:10.1371/journal.pone.0244068
https://doaj.org/article/f0594450115a48ecbbb69722b2e2f983
op_doi https://doi.org/10.1371/journal.pone.0244068
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